EVALS & OBSERVABILITY • 246 / 397
Measure whether the AI is good and trace where it fails.
Offline Eval
Offline evals run on fixed datasets outside live user traffic.
Think of it like
Think of Offline Eval like testing and telemetry for any production service: quality must be measured, not guessed.
Real life
Teams use Offline Eval to decide whether a new release is safer, faster or more useful.
SRE lens
Use them before deployment to catch regressions safely.
Remember thisOffline evals run on fixed datasets outside live user traffic.